{"id":7434,"date":"2020-02-06T13:13:44","date_gmt":"2020-02-06T12:13:44","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=7434"},"modified":"2022-12-27T14:22:46","modified_gmt":"2022-12-27T13:22:46","slug":"ai-hardware-acceleration","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/ai-hardware-acceleration\/","title":{"rendered":"KI-Hardwarebeschleunigung"},"content":{"rendered":"<div data-colibri-id=\"7434-c1\" class=\"style-7087 style-local-7434-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"7434-c2\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7088 style-local-7434-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7434-c3\" class=\"h-row-container gutters-row-lg-3 gutters-row-md-3 gutters-row-0 gutters-row-v-lg-3 gutters-row-v-md-3 gutters-row-v-3 style-7089 style-local-7434-c3 position-relative\">\n        <div class=\"background-wrapper\">\n          <div class=\"background-layer background-layer-media-container-lg\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7434-c3\" media=\"desktop\" is-preview=\"true\" style=\"background-image:inherit; background-position: center center;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/IMG_3144-scaled.jpg&quot;)\">\n              <div class=\"resize-triggers\">\n                <div class=\"expand-trigger\">\n                  <div style=\"width: 1px; height: 1px;\"><\/div>\n                <\/div>\n                <div class=\"contract-trigger\"><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container-md\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7434-c3\" media=\"tablet\" is-preview=\"true\" style=\"background-image:inherit; background-position: center center;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/IMG_3144-scaled.jpg&quot;)\">\n              <div class=\"resize-triggers\">\n                <div class=\"expand-trigger\">\n                  <div style=\"width: 1px; height: 1px;\"><\/div>\n                <\/div>\n                <div class=\"contract-trigger\"><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container\">\n            <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify lazyload\" model-id=\"7434-c3\" media=\"mobile\" is-preview=\"true\" style=\"background-image:inherit; background-position: center center;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/IMG_3144-scaled.jpg&quot;)\">\n              <div class=\"resize-triggers\">\n                <div class=\"expand-trigger\">\n                  <div style=\"width: 1px; height: 1px;\"><\/div>\n                <\/div>\n                <div class=\"contract-trigger\"><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-3 gutters-col-md-3 gutters-col-0 gutters-col-v-lg-3 gutters-col-v-md-3 gutters-col-v-3\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7090-outer style-local-7434-c4-outer\">\n            <div data-colibri-id=\"7434-c4\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-3 h-px-md-3 h-px-3 v-inner-lg-3 v-inner-md-3 v-inner-3 style-7090 style-local-7434-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100\">\n                <!---->\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7434-c5\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7091 style-local-7434-c5 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-7092-outer style-local-7434-c6-outer\">\n            <div data-colibri-id=\"7434-c6\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7092 style-local-7434-c6 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7434-c7\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7093 style-local-7434-c7 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7094-outer style-local-7434-c8-outer\">\n                      <div data-colibri-id=\"7434-c8\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7094 style-local-7434-c8 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7434-c9\" class=\"h-text h-text-component style-7095 style-local-7434-c9 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Ausgabe 01\/2020<\/p>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7434-c10\" class=\"h-x-container style-7096 style-local-7434-c10 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-x-container-inner style-dynamic-7434-c10-group style-7096-spacing style-local-7434-c10-spacing\"><span class=\"h-link__outer style-7097-outer style-local-7434-c11-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/L3S-Binaire-7-Magazin_online.pdf\" target=\"_blank\" data-colibri-id=\"7434-c11\" class=\"d-flex w-100 align-items-center h-link style-7097 style-local-7434-c11 position-relative\" rel=\"noopener\"><!----><!----> <span>K\u00fcnstliche Intelligenz<\/span><\/a>\n                              <\/span>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7434-c12\" class=\"style-7098 style-local-7434-c12 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7099-outer style-local-7434-c13-outer\">\n                      <div data-colibri-id=\"7434-c13\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7099 style-local-7434-c13 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7434-c14\" class=\"h-global-transition-all h-heading style-7101 style-local-7434-c14 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-heading__outer style-7101 style-local-7434-c14\">\n                              <!---->\n                              <!---->\n                              <h1 class=\"\">KI-Hardwarebeschleunigung<\/h1>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7434-c15\" class=\"style-7102 style-local-7434-c15 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                          <div data-colibri-id=\"7434-c16\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7103 style-local-7434-c16 position-relative\">\n                            <!---->\n                            <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7104-outer style-local-7434-c17-outer\">\n                                <div data-colibri-id=\"7434-c17\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7104 style-local-7434-c17 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"7434-c18\" class=\"h-text h-text-component style-7105 style-local-7434-c18 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Die immer komplexer werdenden KI-Modelle beanspruchen sehr viel Energie und Leistung. Konventionelle Computerarchitekturen sto\u00dfen da schnell an ihre Grenzen. Deshalb arbeiten Ingenieure  vermehrt an der Entwicklung von Hardware, die auf KI spezialisiert ist. Dank der effizienteren und schnelleren Berechnung der KI-Modelle auf Spezial-Hardware k\u00f6nnen die immer komplexer werdenden Anwendungen sogar auf mobilen Endger\u00e4ten genutzt werden. Aber um KI-Software und -Hardware einsetzen zu k\u00f6nnen, braucht man das n\u00f6tige Know-how. Und daran fehlt es. Studien zeigen, dass der Mangel an Fachkr\u00e4ften insbesondere kleine und mittelgro\u00dfe Unternehmen davon abh\u00e4lt, KI-L\u00f6sungen einzusetzen, und wom\u00f6glich deren Wettbewerbsf\u00e4higkeit bedroht.<\/p>\n                                        <p class=\"translation-block\">Hilfe kommt von den Hochschulen: Das KI-Qualifizierungsprojekt <a href=\"http:\/\/haisem-lab.de\" target=\"_blank\" rel=\"nofollow noopener\" class=\"customize-unpreviewable\">HAISEM-Lab<\/a> bietet ab 2020 ein- bis zweit\u00e4gige Kurse speziell f\u00fcr Mitarbeiter kleiner und mittelst\u00e4ndischer Unternehmen an. Projektpartner sind das L3S, das Institut f\u00fcr Mikroelektronische Systeme (beide Leibniz Universit\u00e4t Hannover) und die Arbeitsgruppe Software Systems Engineering der Universit\u00e4t Hildesheim. Gemeinsam nutzen sie ihre umfangreichen Erfahrungen, um den Teilnehmern neben grundlegenden KI-Kompetenzen insbesondere die notwendigen Methoden zu vermitteln, um KI-Beschleuniger auf verschiedenen Hardwareplattformen entwickeln und anwenden zu k\u00f6nnen. Dazu stellen die Projektpartner den Teilnehmern Spezial-Hardware wie GPUs, FPGAs und TPUs zur Verf\u00fcgung. Besonderer Wert wird auf die Praxisanteile und die Praxisphasen der Kurse gelegt, damit die Teilnehmer ihr erlerntes Wissen direkt anwenden und vertiefen k\u00f6nnen.<\/p>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"7434-c19\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7109 style-local-7434-c19 position-relative\">\n    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    <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7434-c22\" class=\"h-divider style-7112 style-local-7434-c22 position-relative h-element\">\n                  <!----><span class=\"h-divider__line style-7112-line style-local-7434-c22-line style-7112-line style-local-7434-c22-line\"><\/span><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7434-c23\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7113 style-local-7434-c23 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7114-outer style-local-7434-c24-outer\">\n            <div data-colibri-id=\"7434-c24\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7114 style-local-7434-c24 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7434-c25\" class=\"h-global-transition-all h-heading style-7115 style-local-7434-c25 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7115 style-local-7434-c25\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7434-c26\" class=\"d-block style-7116 style-local-7434-c26 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <a href=\"http:\/\/haisem-lab.de\/\" h-use-smooth-scroll=\"true\" class=\"image-link\">\n                      <div class=\"h-image__frame-container\">\n                        <!---->\n                        <!---->\n                        <img decoding=\"async\" width=\"567\" height=\"567\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/HaisemLabv.png\" class=\"wp-image-6931 style-7116-image style-local-7434-c26-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/HaisemLabv.png 567w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/HaisemLabv-300x300.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/HaisemLabv-150x150.png 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/HaisemLabv-12x12.png 12w\" data-sizes=\"(max-width: 567px) 100vw, 567px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 567px; --smush-placeholder-aspect-ratio: 567\/567;\" \/>\n                        <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7116-frameImage style-local-7434-c26-frameImage\"><\/div>\n                      <\/div>\n                    <\/a>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7118-outer style-local-7434-c27-outer\">\n            <div data-colibri-id=\"7434-c27\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7118 style-local-7434-c27 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7434-c28\" class=\"h-global-transition-all h-heading style-7115 style-local-7434-c28 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7115 style-local-7434-c28\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Kontakt<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7434-c29\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7119 style-local-7434-c29 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7120-outer style-local-7434-c30-outer\">\n                      <div data-colibri-id=\"7434-c30\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7120 style-local-7434-c30 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7434-c31\" class=\"d-block style-7121 style-local-7434-c31 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n                              <div class=\"h-image__frame-container\">\n                                <!---->\n                                <!---->\n                                <img decoding=\"async\" width=\"1024\" height=\"1024\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024.jpg\" class=\"wp-image-7135 style-7121-image style-local-7434-c31-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024-300x300.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024-768x768.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/sergej-zerr.1024x1024-12x12.jpg 12w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/1024;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7121-frameImage style-local-7434-c31-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7434-c32\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7122 style-local-7434-c32 position-relative\">\n                            <!---->\n                            <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7123-outer style-local-7434-c33-outer\">\n                                <div data-colibri-id=\"7434-c33\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7123 style-local-7434-c33 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"7434-c34\" class=\"h-global-transition-all h-heading style-7115 style-local-7434-c34 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7115 style-local-7434-c34\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Dr. Sergei Zerr<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7434-c35\" class=\"h-x-container style-7125 style-local-7434-c35 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7434-c35-group style-7125-spacing style-local-7434-c35-spacing\"><span class=\"h-link__outer style-7126-outer style-local-7434-c36-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:szerr@l3s.de\"  data-colibri-id=\"7434-c36\" class=\"d-flex w-100 align-items-center h-link style-7126 style-local-7434-c36 position-relative\"><!----><!----> <span>szerr@l3s.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7434-c37\" class=\"h-text h-text-component style-7127 style-local-7434-c37 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Sergej Zerr war Forschungsgruppenleiter am L3S und befasste sich mit KI f\u00fcr die intelligente Produktion. Er leitete das HAISEM-Lab und das Forschungslabor \"Gesellschaft und Arbeit\".<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Issue: 01\/2020 K\u00fcnstliche Intelligenz AI Hardware Acceleration The increasingly complex AI models require a lot of energy and power. Conventional computer architectures quickly reach their limits here. Therefore, engineers are increasingly working on the development of hardware specialized in AI. Thanks to the more efficient and faster calculation of AI models on special hardware, the [&hellip;]<\/p>","protected":false},"author":7,"featured_media":7435,"parent":2750,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[28,83],"class_list":["post-7434","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2020-01"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-05 02:41:47","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7434","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=7434"}],"version-history":[{"count":0,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7434\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/7435"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=7434"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=7434"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=7434"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}